{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2 as cv\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img=cv.imread('./lena_std.png',0) # 0表示将图片以灰度读出来\n",
    "plt.imshow(img,cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sobel X方向求导"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#### 图像边缘处理sobel细节\n",
    "sobelx = cv.Sobel(img,cv.CV_64F, 1, 0, ksize=3) # 1表示1阶导数\n",
    "# 利用Sobel方法可以进行sobel边缘检测\n",
    "# img表示源图像，即进行边缘检测的图像\n",
    "# cv.CV_64F表示64位浮点数即64float。\n",
    "# 第三和第四个参数分别是对X和Y方向的导数（即dx,dy），对于图像来说就是差分，这里1表示对X求偏导（差分），0表示不对Y求导（差分）。其中，X还可以求2次导。\n",
    "# 注意：对X求导就是检测X方向上是否有边缘。\n",
    "# 第五个参数ksize是指核的大小。\n",
    "# 这个参数的前四个参数都没有给谁赋值，而ksize则是被赋值的对象"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sobel Y方向求导"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "sobely = cv.Sobel(img, cv.CV_64F, 0, 1, ksize=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sobel XY方向同时求导"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "sobelXY = cv.Sobel(img, cv.CV_64F, 1, 1, ksize=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 展示上面处理的图片，包括源图像。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(2,2,1)\n",
    "plt.imshow(img,'gray')\n",
    "plt.title('src')\n",
    "plt.subplot(2,2,2)\n",
    "plt.imshow(sobelx,'gray')\n",
    "plt.title('sobelX')\n",
    "plt.subplot(2,2,3)\n",
    "plt.imshow(sobely,'gray')\n",
    "plt.title('sobelY')\n",
    "plt.subplot(2,2,4)\n",
    "plt.imshow(sobelXY,'gray')\n",
    "plt.title('sobelXY')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Laplace 算子检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gray_lap = cv.Laplacian(img,cv.CV_16S,ksize = 3)\n",
    "dst = cv.convertScaleAbs(gray_lap) # 此函数把图像中每个像素点都进行增强，alpha x SRC + beta ，这里alpha和beta用的默认值\n",
    "plt.imshow(dst,cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Canny算子"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 由于Canny只能处理灰度图，所以将读取的图像转成灰度图。\n",
    "# 用高斯平滑处理原图像降噪。\n",
    "# 调用Canny函数，指定最大和最小阈值，其中apertureSize默认为3\n",
    "img_gaussi = cv.GaussianBlur(img,(3,3),0)\n",
    "canny = cv.Canny(img, 50, 150, L2gradient=False)\n",
    "#其中较大的阈值2用于检测图像中明显的边缘，但一般情况下检测的效果不会那么完美，\n",
    "#边缘检测出来是断断续续的。所以这时候用较小的第一个阈值用于将这些间断的边缘连接起来。\n",
    "#可选参数中apertureSize就是Sobel算子的大小。而L2gradient参数是一个布尔值，\n",
    "#如果为真，则使用更精确的L2范数进行计算（即两个方向的倒数的平方和再开放），否则使用L1范数（直接将两个方向导数的绝对值相加）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(canny,cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
